ED Analysis

This is an evolving analysis of the Electronic Surgical Discharge Dataset

Completion Analysis

Overall Completion Fraction

Patient Searching

Distribution of Common Last Names

Last Name Frequency

Full First Name & Last Name Search

Summary	Values
Min	1.00
Quartile.1	1.00
Median	1.00
Quartile.3	1.00
Max	10.00
IQR	0.00
SD	0.61
Mean	1.20
Upper 95% CI	2.42
Lower 95% CI	-0.01

First Initial & Last Name Search

Summary	Values
Min	1.00
Quartile.1	1.00
Median	1.00
Quartile.3	1.00
Max	18.00
IQR	0.00
SD	1.23
Mean	1.45
Upper 95% CI	3.90
Lower 95% CI	-1.01

Demographic Analysis

Ethnicity

Ethnicity	Percentage (%)	Lower 95% CI	Upper 95% CI
Asian	0.03	0.00	0.48
Black	92.30	91.85	92.76
Coloured	2.96	2.51	3.42
Indian	1.49	1.05	1.95
Other	0.16	0.00	0.62
White	3.06	2.61	3.51

Sex

Gender	Percentage (%)	Lower 95% CI	Upper 95% CI
Female	52.81	51.84	53.77
Male	47.14	46.17	48.11
Other	0.05	0.00	1.02

Age Group

Age Group	Percentage (%)	Lower 95% CI	Upper 95% CI
Infant	0.28	0.00	1.27
Preschool Child	0.00	0.00	0.99
Child	1.48	0.49	2.46
Adolescent	4.02	3.03	5.00
Young Adult	6.00	5.02	6.99
Adult	34.09	33.11	35.08
Middle Aged	35.87	34.88	36.85
Aged	14.99	14.01	15.98
80+	3.28	2.29	4.26

Length of Stay Analysis

7.97% of patient’s were assessed to have outlier length of stays. This was assessed by means of a cutoff of \(1.5*IQR\) below the first and above the third quartile.

Patient length of stay density visualization

3D Plot

2D Plot

Length of Stay by Age Group

ICD Analysis

ICD Chapter	Percentage (%)	Lower 95% CI	Upper 95% CI
Infectious & Parasitic	3.36	2.34	4.39
Neoplasms	18.67	17.65	19.71
Blood & Immune	0.48	0.00	1.51
Endocrine, etc	2.54	1.53	3.58
Mental & Behavioural	0.23	0.00	1.27
Nervous System	0.19	0.00	1.22
Eye & Adnexa	0.05	0.00	1.09
Ear & Mastoid	0.02	0.00	1.05
Circulatory System	5.37	4.35	6.40
Respiratory System	0.47	0.00	1.50
Digestive System	48.53	47.51	49.56
Skin & Subcutaneous	5.78	4.76	6.81
Musculoskeletal	1.15	0.13	2.18
Genitourinary System	2.96	1.94	3.99
Pregnancy	1.09	0.07	2.13
Perinatal	0.02	0.00	1.05
Congenital	0.45	0.00	1.48
Abnormal Findings	1.80	0.78	2.84
Injury, Poisoning, etc	1.00	0.00	2.03
Morbidity & Mortality	0.15	0.00	1.18
Influencing Factors	0.90	0.00	1.93
Special Purpose	0.01	0.00	1.04
Neoplasm Morphology	4.78	3.76	5.82

Full Dataset

Top Ten Codes

Demographic ICD Flow

ICD Chapter Sankey Flow

ICD Code Sankey Flow

Waiting for profiling to be done...
Waiting for profiling to be done...

Length of Stay Regression Analysis

Analysis of predictors of a length of stay greater than 5 days in a surgical ward at a Wits institution.

Crosstable Analysis

Sex Crosstable

Fields	5 or Less	More than 5
Female	2760	3356
Male	2176	3296
Other	3	2

Ethnicity Crosstable

Fields	5 or Less	More than 5
Asian	3	0
Black	4535	6132
Coloured	143	206
Indian	92	89
Other	9	6
White	157	221

Age Group Crosstable

Fields	5 or Less	More than 5
Infant	14	13
Preschool Child	0	0
Child	105	59
Adolescent	263	195
Young Adult	407	264
Adult	1859	2025
Middle Aged	1540	2665
Aged	595	1189
80+	156	244

Discharge Ward Crosstable

Fields	5 or Less	More than 5
Burns Unit	0	1
Trauma Unit	0	2
Unit 1	1552	2270
Unit 3	1225	1914
Unit 4	1043	815
Unit 5	824	1150
Unknown	245	305
Vascular	50	197

Type of Discharge Crosstable

Fields	5 or Less	More than 5
Declined Treatment	16	25
Demised	0	1
Home	4144	5531
Other	619	793
Transfer	160	304

ICD Chapter Crosstable

Fields	5 or Less	More than 5
Infectious & Parasitic	114	228
Neoplasms	590	1326
Blood & Immune	17	33
Endocrine, etc	68	188
Mental & Behavioural	13	10
Nervous System	7	12
Eye & Adnexa	2	3
Ear & Mastoid	1	1
Circulatory System	161	363
Respiratory System	16	30
Digestive System	2182	2650
Skin & Subcutaneous	355	212
Musculoskeletal	38	88
Genitourinary System	187	106
Pregnancy	81	24
Perinatal	0	2
Congenital	16	27
Abnormal Findings	91	90
Injury, Poisoning, etc	51	49
Morbidity & Mortality	8	6
Influencing Factors	29	58
Special Purpose	0	2
Neoplasm Morphology	136	364

ICD Block Title Crosstable

Fields	5 or Less	More than 5
(A00-A09) Intestinal infectious diseases	17	51
(A15-A19) Tuberculosis	14	38
(A20-A28) Certain zoonotic bacterial diseases	0	1
(A30-A49) Other bacterial diseases	7	33
(A50-A64) Infections with a predominantly sexual mode of transmission	18	16
(A65-A69) Other spirochaetal diseases	1	0
(A80-A89) Viral infections of the central nervous system	0	1
(B00-B09) Viral infections characterized by skin and mucous membrane lesions	3	0
(B15-B19) Viral hepatitis	6	5
(B20-B24) Human immunodeficiency virus [HIV] disease	15	46
(B25-B34) Other viral diseases	0	2
(B35-B49) Mycoses	10	4
(B65-B83) Helminthiases	4	15
(B95-B98) Bacterial, viral and other infectious agents	3	11
(B99) Other infectious diseases	16	5
(C00-C14) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Lip, oral cavity and pharynx	0	1
(C15-C26) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Digestive organs	270	919
(C30-C39) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Respiratory and intrathoracic organs	0	2
(C40-C41) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Bone and articular cartilage	0	1
(C43-C44) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Skin	2	19
(C45-C49) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Mesothelial and soft tissue	9	17
(C50) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Breast	180	185
(C51-C57) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Female genital organs	10	21
(C60-C63) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Male genital organs	5	4
(C64-C68) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Urinary tract	0	2
(C69-C72) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Eye, brain and other parts of central nervous system	0	1
(C73-C75) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Thyroid and other endocrine glands	16	17
(C76-C80) Malignant neoplasms of ill-defined, secondary and unspecified sites	3	6
(C81-C96) Malignant neoplasms, stated or presumed to be primary, of lymphoid, haematopoietic and related tissue	2	9
(C97) Malignant neoplasms of independent (primary) multiple sites	0	2
(D00-D09) In situ neoplasms	12	30
(D10-D36) Benign neoplasms	58	54
(D37-D48) Neoplasms of uncertain or unknown behaviour [see note, page 226]	23	36
(D50-D53) Nutritional anaemias	13	15
(D55-D59) Haemolytic anaemias	2	2
(D60-D64) Aplastic and other anaemias	0	1
(D65-D69) Coagulation defects, purpura and other haemorrhagic conditions	1	2
(D70-D77) Other diseases of blood and blood-forming organs	1	11
(D80-D89) Certain disorders involving the immune mechanism	0	2
(E00-E07) Disorders of thyroid gland	28	43
(E10-E14) Diabetes mellitus	30	113
(E15-E16) Other disorders of glucose regulation and pancreatic internal secretion	1	3
(E20-E35) Disorders of other endocrine glands	6	23
(E70-E90) Metabolic disorders	3	6
(F00-F09) Organic, including symptomatic, mental disorders	1	2
(F10-F19) Mental and behavioural disorders due to psychoactive substance use	3	0
(F20-F29) Schizophrenia, schizotypal and delusional disorders	0	1
(F30-F39) Mood [affective] disorders	3	1
(F40-F48) Neurotic, stress-related and somatoform disorders	0	1
(F50-F59) Behavioural syndromes associated with physiological disturbances and physical factors	1	0
(F70-F79) Mental retardation	0	2
(F90-F98) Behavioural and emotional disorders with onset usually occurring in childhood and adolescence	1	0
(F99) Unspecified mental disorder	4	3
(G00-G09) Inflammatory diseases of the central nervous system	3	3
(G10-G14) Systemic atrophies primarily affecting the central nervous system	0	2
(G40-G47) Episodic and paroxysmal disorders	0	2
(G50-G59) Nerve, nerve root and plexus disorders	2	0
(G70-G73) Diseases of myoneural junction and muscle	1	3
(G80-G83) Cerebral palsy and other paralytic syndromes	1	1
(G90-G99) Other disorders of the nervous system	0	1
(H00-H06) Disorders of eyelid, lacrimal system and orbit	2	0
(H25-H28) Disorders of lens	0	2
(H46-H48) Disorders of optic nerve and visual pathways	0	1
(H60-H62) Diseases of external ear	1	0
(H90-H95) Other disorders of ear	0	1
(I05-I09) Chronic rheumatic heart diseases	3	1
(I10-I15) Hypertensive diseases	44	87
(I20-I25) Ischaemic heart diseases	1	4
(I26-I28) Pulmonary heart disease and diseases of pulmonary circulation	2	10
(I30-I52) Other forms of heart disease	6	7
(I60-I69) Cerebrovascular diseases	0	4
(I70-I79) Diseases of arteries, arterioles and capillaries	41	171
(I80-H89) Diseases of veins, lymphatic vessels and lymph nodes, not elsewhere classified	60	73
(I95-I99) Other and unspecified disorders of the circulatory system	4	6
(J00-J06) Acute upper respiratory infections	1	0
(J09-J18) Influenza and pneumonia	1	7
(J20-J22) Other acute lower respiratory infections	0	2
(J30-J39) Other diseases of upper respiratory tract	1	2
(J40-J47) Chronic lower respiratory diseases	7	8
(J80-J84) Other respiratory diseases principally affecting the interstitium	0	1
(J85-J94) Other diseases of pleura	2	6
(J85-J94) Suppurative and necrotic conditions of lower respiratory tract	4	3
(J95-J99) Other diseases of the respiratory system	0	1
(K00-K14) Diseases of oral cavity, salivary glands and jaws	3	2
(K20-K31) Diseases of oesophagus, stomach and duodenum	372	396
(K35-K38) Diseases of appendix	408	452
(K40-K46) Hernia	341	256
(K50-K52) Noninfective enteritis and colitis	13	12
(K55-K64) Other diseases of intestines	282	361
(K65-K67) Diseases of peritoneum	2	15
(K70-K77) Diseases of liver	9	72
(K80-K87) Disorders of gallbladder, biliary tract and pancreas	669	994
(K90-K93) Other diseases of the digestive system	83	90
(L00-L08) Infections of the skin and subcutaneous tissue	330	180
(L10-L14) Bullous disorders	1	1
(L60-L75) Disorders of skin appendages	3	5
(L80-L99) Other disorders of the skin and subcutaneous tissue	21	26
(M00-M25) Arthropathies: Arthrosis	1	1
(M00-M25) Arthropathies: Infectious arthropathies	0	3
(M00-M25) Arthropathies: Inflammatory polyarthropathies	4	5
(M00-M25) Arthropathies: Other joint disorders	0	2
(M30-M36) Systemic connective tissue disorders	2	1
(M40-M54) Dorsopathies: Deforming dorsopathies	4	1
(M60-M79) Soft tissue disorders: Disorders of muscles	5	10
(M60-M79) Soft tissue disorders: Disorders of synovium and tendon	2	1
(M60-M79) Soft tissue disorders: Other soft tissue disorders	16	57
(M80-M94) Osteopathies and chondropathies: Chondropathies	1	0
(M80-M94) Osteopathies and chondropathies: Other osteopathies	2	3
(M800) Morphology Classification: Neoplasms, NOS	6	26
(M801-M804) Morphology Classification: Neoplasms, NOS	3	11
(M805-M808) Morphology Classification: Squamous cell neoplasms	15	44
(M809-M811) Morphology Classification: Basal cell neoplasms	0	2
(M812-M813) Morphology Classification: Transitional cell papillomas and carcinomas	0	1
(M814-M838) Morphology Classification: Adenomas and adenocarcinomas	71	213
(M844-M849) Morphology Classification: Cystic, mucinous and serous neoplasms	4	3
(M850-M854) Morphology Classification: Ductal and lobular neoplasms	0	2
(M868-M871) Morphology Classification: Paragangliomas and glomus tumours	0	3
(M872-M879) Morphology Classification: Naevi and melanomas	0	2
(M880) Morphology Classification:	3	6
(M881-M883) Morphology Classification: Fibromatous neoplasms	3	12
(M884) Morphology Classification: Myxomatous neoplasms	0	1
(M885-M888) Morphology Classification: Lipomatous neoplasms	3	3
(M889-M892) Morphology Classification: Myomatous neoplasms	0	1
(M893-M899) Morphology Classification: Complex mixed and stromal neoplasms	2	18
(M900-M903) Morphology Classification: Fibroepithelial neoplasms	23	6
(M904) Morphology Classification: Synovial-like neoplasms	0	1
(M906-M909) Morphology Classification: Germ cell neoplasms	0	2
(M912-M916) Morphology Classification: Blood vessel tumours	0	1
(M918-M924) Morphology Classification: Osseous and chondromatous neoplasms	1	0
(M95-M99) Other disorders of the musculoskeletal system and connective tissue	1	4
(M954-M957) Morphology Classification: Nerve sheath tumours	1	2
(M959-M971) Morphology Classification: Hodgkin and non-Hodgkin lymphoma	0	3
(M995-M997) Morphology Classification: Chronic myeloprpliferative disorders	1	1
(N10-N16) Renal tubulo-interstitial diseases	5	11
(N17-N19) Renal failure	5	23
(N20-N23) Urolithiasis	0	1
(N25-N29) Other disorders of kidney and ureter	2	2
(N30-N39) Other diseases of urinary system	15	10
(N40-N51) Diseases of male genital organs	9	11
(N60-N64) Disorders of breast	119	15
(N70-N77) Inflammatory diseases of female pelvic organs	15	12
(N80-N98) Noninflammatory disorders of female genital tract	17	21
(O00-O08) Pregnancy with abortive outcome	0	6
(O20-O29) Other maternal disorders predominantly related to pregnancy	2	1
(O60-O75) Complications of labour and delivery	2	4
(O80-O84) Delivery	0	1
(O85-O92) Complications predominantly related to the puerperium	77	12
(P80-P83) Conditions involving the integument and temperature regulation of fetus and newborn	0	1
(P90-P96) Other disorders originating in the perinatal period	0	1
(Q10-Q18) Congenital malformations of eye, ear, face and neck	2	0
(Q20-Q28) Congenital malformations of the circulatory system	0	1
(Q38-Q45) Other congenital malformations of the digestive system	9	16
(Q50-Q56) Congenital malformations of genital organs	1	3
(Q80-Q89) Other congenital malformations	3	6
(Q90-Q99) Chromosomal abnormalities, not elsewhere classified	1	1
(R00-R09) Symptoms and signs involving the circulatory and respiratory systems	1	0
(R10-R19) Symptoms and signs involving the digestive system and abdomen	75	66
(R20-R23) Symptoms and signs involving the skin and subcutaneous tissue	14	9
(R30-R39) Symptoms and signs involving the urinary system	0	1
(R50-R69) General symptoms and signs	0	7
(R70-R79) Abnormal findings on examination of blood, without diagnosis	0	1
(R83-R89) Abnormal findings on examination of other body fluids, substances and tissues, without diagnosis	1	0
(R90-R94) Abnormal findings on diagnostic imaging and in function studies, without diagnosis	0	6
(S00-S09) Injuries to the head	1	0
(S10-S19) Injuries to the neck	1	0
(S20-S29) Injuries to the thorax	0	1
(S30-S39) Injuries to the abdomen, lower back, lumbar spine and pelvis	5	25
(S40-S49) Injuries to the shoulder and upper arm	1	0
(S70-S79) Injuries to the hip and thigh	0	2
(S80-S89) Injuries to the knee and lower leg	1	2
(S90-S99) Injuries to the ankle and foot	2	0
(T00-T07) Injuries involving multiple body regions	1	0
(T15-T19) Effects of foreign body entering through natural orifice	5	0
(T20-T32) Burns and corrosions: Burns and corrosions confined to eye and internal organs	0	1
(T20-T32) Burns and corrosions: Burns and corrosions of external body surface, specified by site	3	0
(T36-T50) Poisoning by drugs, medicaments and biological substances	10	2
(T51-T65) Toxic effects of substances chiefly nonmedicinal as to source	17	2
(T80-T88) Complications of surgical and medical care, not elsewhere classified	4	14
(U50) Drug resistant tuberculosis	0	2
(V01-V09) Accidents: Transport accidents: Pedestrian injured in transport accident	0	1
(W75-W84) Accidents: Other external causes of accidental injury: Other accidental threats to breathing	3	1
(X40-X49) Accidents: Other external causes of accidental injury: Accidental poisoning by and exposure to noxious substances	0	1
(X60-X84) Intentional self-harm	5	1
(X85-Y09) Assault	0	1
(Y83-Y84) Complications of medical and surgical care: Surgical and other medical procedures as the cause of abnormal reaction of the patient, or of later complication, without mention of misadventure at the time of the procedure	0	1
(Z00-Z13) Persons encountering health services for examination and investigation	1	1
(Z40-Z54) Persons encountering health services for specific procedures and health care	5	21
(Z70-Z76) Persons encountering health services in other circumstances	1	0
(Z80-Z99) Persons with potential health hazards related to family and personal history and certain conditions influencing health status	22	36

Univariate Regression Analysis

Gender Regression

Variable	OR	2.5%	97.5%	p Val
(Intercept)	1.20	1.15	1.27	0.0000	***
genderMale	1.25	1.16	1.35	0.0000	***
genderOther	0.55	0.07	3.34	0.5172

Wald Significance

Elements	Results
Chi Squared	3.560448e+01
Degrees of Freedom	2.000000e+00
p Value	1.856029e-08	***

Ethnicity Regression

Variable	OR	2.5%	97.5%	p Val
(Intercept)	1.34	1.29	1.39	0.0000	***
ethnicityColoured	1.07	0.87	1.34	0.5185
ethnicityIndian	0.73	0.54	0.98	0.0366	*
ethnicityOther	0.50	0.17	1.38	0.1850
ethnicityWhite	1.03	0.83	1.27	0.8117

Wald Significance

Elements	Results
Chi Squared	6.6697527
Degrees of Freedom	4.0000000
p Value	0.1544039

Age Group Regression

Variable	OR	2.5%	97.5%	p Val
(Intercept)	1.04	0.93	1.17	0.4605
Age_Group.L	2.72	1.74	4.26	0.0000	***
Age_Group.Q	1.34	0.86	2.06	0.1852
Age_Group.C	0.53	0.37	0.77	0.0007	***
Age_Group^4	0.90	0.67	1.20	0.4701
Age_Group^5	0.93	0.75	1.16	0.5419
Age_Group^6	1.27	1.08	1.50	0.0045	**
Age_Group^7	0.86	0.76	0.98	0.0279	*

Wald Significance

Elements	Results
Chi Squared	320.0487
Degrees of Freedom	7.0000
p Value	0.0000	***

Discharge Ward Regression

Variable	OR	2.5%	97.5%	p Val
(Intercept)	1.45	1.36	1.55	0.0000	***
dischargeWardUnit 3	1.07	0.97	1.18	0.1842
dischargeWardUnit 4	0.53	0.48	0.60	0.0000	***
dischargeWardUnit 5	0.95	0.85	1.06	0.3642
dischargeWardUnknown	0.84	0.70	1.01	0.0616	.
dischargeWardVascular	2.71	1.98	3.77	0.0000	***

Wald Significance

Elements	Results
Chi Squared	204.2357
Degrees of Freedom	5.0000
p Value	0.0000	***

Type of Discharge Regression

Variable	OR	2.5%	97.5%	p Val
(Intercept)	1.56	0.84	2.98	0.1633
dischargeTypeHome	0.85	0.44	1.57	0.6044
dischargeTypeOther	0.82	0.43	1.54	0.5516
dischargeTypeTransfer	1.20	0.61	2.29	0.5880

Wald Significance

Elements	Results
Chi Squared	12.691636809
Degrees of Freedom	3.000000000
p Value	0.005353211	**

ICD Chapter Regression

Variable	OR	2.5%	97.5%	p Val
(Intercept)	1.22	1.05	1.40	0.0059	**
ICD_Chapter_Short.L	0.36	0.18	0.67	0.0018	**
ICD_Chapter_Short.Q	2.80	1.79	4.25	0.0000	***
ICD_Chapter_Short.C	2.67	1.56	4.59	0.0003	***
ICD_Chapter_Short^4	1.68	0.97	3.13	0.0755	.
ICD_Chapter_Short^5	1.15	0.61	2.39	0.6826
ICD_Chapter_Short^6	1.13	0.60	2.24	0.7110
ICD_Chapter_Short^7	1.84	1.16	2.93	0.0095	**
ICD_Chapter_Short^8	0.86	0.51	1.42	0.5597
ICD_Chapter_Short^9	0.39	0.18	0.81	0.0139	*
ICD_Chapter_Short^10	0.46	0.19	0.99	0.0586	.
ICD_Chapter_Short^11	0.37	0.16	0.78	0.0135	*
ICD_Chapter_Short^12	0.53	0.25	1.08	0.0868	.
ICD_Chapter_Short^13	2.61	1.43	4.63	0.0012	**
ICD_Chapter_Short^14	0.60	0.31	1.12	0.1086
ICD_Chapter_Short^15	0.43	0.21	0.87	0.0173	*
ICD_Chapter_Short^16	0.28	0.15	0.52	0.0001	***
ICD_Chapter_Short^17	0.76	0.46	1.28	0.3013
ICD_Chapter_Short^18	1.60	1.13	2.26	0.0072	**

Wald Significance

Elements	Results
Chi Squared	437.0637
Degrees of Freedom	18.0000
p Value	0.0000	***

ICD Block Title Regression

Variable	OR	2.5%	97.5%	p Val
(Intercept)	2.94	1.73	5.25	0.0001	***
ICD_Title(A15-A19) Tuberculosis	0.92	0.41	2.12	0.8485
ICD_Title(A30-A49) Other bacterial diseases	1.60	0.62	4.53	0.3473
ICD_Title(A50-A64) Infections with a predominantly sexual mode of transmission	0.30	0.12	0.72	0.0070	**
ICD_Title(B15-B19) Viral hepatitis	0.28	0.07	1.05	0.0588	.
ICD_Title(B20-B24) Human immunodeficiency virus [HIV] disease	1.04	0.47	2.34	0.9186
ICD_Title(B35-B49) Mycoses	0.14	0.03	0.46	0.0023	**
ICD_Title(B65-B83) Helminthiases	1.28	0.40	4.94	0.6993
ICD_Title(B95-B98) Bacterial, viral and other infectious agents	1.25	0.34	5.99	0.7559
ICD_Title(B99) Other infectious diseases	0.11	0.03	0.32	0.0001	***
ICD_Title(C15-C26) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Digestive organs	1.16	0.64	2.00	0.6135
ICD_Title(C43-C44) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Skin	3.23	0.82	21.60	0.1400
ICD_Title(C45-C49) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Mesothelial and soft tissue	0.64	0.24	1.75	0.3746
ICD_Title(C50) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Breast	0.35	0.19	0.62	0.0004	***
ICD_Title(C51-C57) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Female genital organs	0.71	0.28	1.85	0.4790
ICD_Title(C60-C63) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Male genital organs	0.27	0.06	1.14	0.0734	.
ICD_Title(C73-C75) Malignant neoplasms, stated or presumed to be primary, of specified sites, except of lymphoid, haematopoietic and related tissue: Thyroid and other endocrine glands	0.36	0.15	0.86	0.0229	*
ICD_Title(C76-C80) Malignant neoplasms of ill-defined, secondary and unspecified sites	0.68	0.16	3.50	0.6122
ICD_Title(C81-C96) Malignant neoplasms, stated or presumed to be primary, of lymphoid, haematopoietic and related tissue	3.06	0.52	58.53	0.3052
ICD_Title(D00-D09) In situ neoplasms	0.85	0.36	2.05	0.7132
ICD_Title(D10-D36) Benign neoplasms	0.32	0.16	0.61	0.0007	***
ICD_Title(D37-D48) Neoplasms of uncertain or unknown behaviour [see note, page 226]	0.53	0.25	1.13	0.1035
ICD_Title(D50-D53) Nutritional anaemias	0.39	0.15	0.99	0.0472	*
ICD_Title(D55-D59) Haemolytic anaemias	0.34	0.04	3.01	0.2990
ICD_Title(D65-D69) Coagulation defects, purpura and other haemorrhagic conditions	0.68	0.06	15.17	0.7589
ICD_Title(D70-D77) Other diseases of blood and blood-forming organs	3.74	0.65	70.89	0.2224
ICD_Title(E00-E07) Disorders of thyroid gland	0.52	0.25	1.07	0.0800	.
ICD_Title(E10-E14) Diabetes mellitus	1.28	0.64	2.51	0.4770
ICD_Title(E15-E16) Other disorders of glucose regulation and pancreatic internal secretion	1.02	0.12	21.38	0.9867
ICD_Title(E20-E35) Disorders of other endocrine glands	1.30	0.47	4.00	0.6221
ICD_Title(E70-E90) Metabolic disorders	0.68	0.16	3.50	0.6122
ICD_Title(F00-F09) Organic, including symptomatic, mental disorders	0.68	0.06	15.17	0.7589
ICD_Title(F30-F39) Mood [affective] disorders	0.11	0.01	0.95	0.0669	.
ICD_Title(F99) Unspecified mental disorder	0.26	0.05	1.27	0.0931	.
ICD_Title(G00-G09) Inflammatory diseases of the central nervous system	0.34	0.06	1.99	0.2115
ICD_Title(G70-G73) Diseases of myoneural junction and muscle	1.02	0.12	21.38	0.9867
ICD_Title(G80-G83) Cerebral palsy and other paralytic syndromes	0.34	0.01	8.91	0.4543
ICD_Title(I05-I09) Chronic rheumatic heart diseases	0.11	0.01	0.95	0.0669	.
ICD_Title(I10-I15) Hypertensive diseases	0.67	0.34	1.28	0.2376
ICD_Title(I20-I25) Ischaemic heart diseases	1.36	0.18	27.59	0.7897
ICD_Title(I26-I28) Pulmonary heart disease and diseases of pulmonary circulation	1.70	0.40	11.78	0.5196
ICD_Title(I30-I52) Other forms of heart disease	0.40	0.12	1.38	0.1379
ICD_Title(I70-I79) Diseases of arteries, arterioles and capillaries	1.42	0.73	2.68	0.2902
ICD_Title(I80-H89) Diseases of veins, lymphatic vessels and lymph nodes, not elsewhere classified	0.41	0.21	0.78	0.0076	**
ICD_Title(I95-I99) Other and unspecified disorders of the circulatory system	0.51	0.13	2.19	0.3388
ICD_Title(J09-J18) Influenza and pneumonia	2.38	0.38	46.17	0.4327
ICD_Title(J30-J39) Other diseases of upper respiratory tract	0.68	0.06	15.17	0.7589
ICD_Title(J40-J47) Chronic lower respiratory diseases	0.39	0.12	1.26	0.1084
ICD_Title(J85-J94) Other diseases of pleura	1.02	0.21	7.41	0.9817
ICD_Title(J85-J94) Suppurative and necrotic conditions of lower respiratory tract	0.26	0.05	1.27	0.0931	.
ICD_Title(K00-K14) Diseases of oral cavity, salivary glands and jaws	0.23	0.03	1.48	0.1202
ICD_Title(K20-K31) Diseases of oesophagus, stomach and duodenum	0.36	0.20	0.62	0.0004	***
ICD_Title(K35-K38) Diseases of appendix	0.38	0.21	0.65	0.0007	***
ICD_Title(K40-K46) Hernia	0.26	0.14	0.45	0.0000	***
ICD_Title(K50-K52) Noninfective enteritis and colitis	0.31	0.12	0.81	0.0178	*
ICD_Title(K55-K64) Other diseases of intestines	0.44	0.24	0.76	0.0044	**
ICD_Title(K65-K67) Diseases of peritoneum	2.55	0.63	17.24	0.2440
ICD_Title(K70-K77) Diseases of liver	2.72	1.15	6.85	0.0267	*
ICD_Title(K80-K87) Disorders of gallbladder, biliary tract and pancreas	0.50	0.28	0.86	0.0165	*
ICD_Title(K90-K93) Other diseases of the digestive system	0.37	0.19	0.68	0.0018	**
ICD_Title(L00-L08) Infections of the skin and subcutaneous tissue	0.19	0.10	0.32	0.0000	***
ICD_Title(L10-L14) Bullous disorders	0.34	0.01	8.91	0.4543
ICD_Title(L60-L75) Disorders of skin appendages	0.57	0.13	2.99	0.4679
ICD_Title(L80-L99) Other disorders of the skin and subcutaneous tissue	0.42	0.19	0.93	0.0331	*
ICD_Title(M00-M25) Arthropathies: Arthrosis	0.34	0.01	8.91	0.4543
ICD_Title(M00-M25) Arthropathies: Inflammatory polyarthropathies	0.43	0.10	1.89	0.2393
ICD_Title(M30-M36) Systemic connective tissue disorders	0.17	0.01	1.88	0.1585
ICD_Title(M40-M54) Dorsopathies: Deforming dorsopathies	0.09	0.00	0.62	0.0325	*
ICD_Title(M60-M79) Soft tissue disorders: Disorders of muscles	0.68	0.21	2.44	0.5309
ICD_Title(M60-M79) Soft tissue disorders: Disorders of synovium and tendon	0.17	0.01	1.88	0.1585
ICD_Title(M60-M79) Soft tissue disorders: Other soft tissue disorders	1.21	0.55	2.66	0.6306
ICD_Title(M80-M94) Osteopathies and chondropathies: Other osteopathies	0.51	0.08	4.12	0.4808
ICD_Title(M800) Morphology Classification: Neoplasms, NOS	1.47	0.54	4.49	0.4671
ICD_Title(M801-M804) Morphology Classification: Neoplasms, NOS	1.25	0.34	5.99	0.7559
ICD_Title(M805-M808) Morphology Classification: Squamous cell neoplasms	1.00	0.45	2.25	0.9948
ICD_Title(M814-M838) Morphology Classification: Adenomas and adenocarcinomas	1.03	0.55	1.88	0.9135
ICD_Title(M844-M849) Morphology Classification: Cystic, mucinous and serous neoplasms	0.26	0.05	1.27	0.0931	.
ICD_Title(M880) Morphology Classification:	0.68	0.16	3.50	0.6122
ICD_Title(M881-M883) Morphology Classification: Fibromatous neoplasms	1.36	0.38	6.48	0.6622
ICD_Title(M885-M888) Morphology Classification: Lipomatous neoplasms	0.34	0.06	1.99	0.2115
ICD_Title(M893-M899) Morphology Classification: Complex mixed and stromal neoplasms	3.06	0.77	20.51	0.1602
ICD_Title(M900-M903) Morphology Classification: Fibroepithelial neoplasms	0.09	0.03	0.24	0.0000	***
ICD_Title(M95-M99) Other disorders of the musculoskeletal system and connective tissue	1.36	0.18	27.59	0.7897
ICD_Title(M954-M957) Morphology Classification: Nerve sheath tumours	0.68	0.06	15.17	0.7589
ICD_Title(M995-M997) Morphology Classification: Chronic myeloprpliferative disorders	0.34	0.01	8.91	0.4543
ICD_Title(N10-N16) Renal tubulo-interstitial diseases	0.75	0.23	2.65	0.6330
ICD_Title(N17-N19) Renal failure	1.56	0.54	5.22	0.4308
ICD_Title(N25-N29) Other disorders of kidney and ureter	0.34	0.04	3.01	0.2990
ICD_Title(N30-N39) Other diseases of urinary system	0.23	0.08	0.59	0.0027	**
ICD_Title(N40-N51) Diseases of male genital organs	0.42	0.15	1.19	0.0975	.
ICD_Title(N60-N64) Disorders of breast	0.04	0.02	0.09	0.0000	***
ICD_Title(N70-N77) Inflammatory diseases of female pelvic organs	0.27	0.10	0.69	0.0065	**
ICD_Title(N80-N98) Noninflammatory disorders of female genital tract	0.42	0.18	0.97	0.0439	*
ICD_Title(O20-O29) Other maternal disorders predominantly related to pregnancy	0.17	0.01	1.88	0.1585
ICD_Title(O60-O75) Complications of labour and delivery	0.68	0.12	5.22	0.6718
ICD_Title(O85-O92) Complications predominantly related to the puerperium	0.05	0.02	0.12	0.0000	***
ICD_Title(Q38-Q45) Other congenital malformations of the digestive system	0.60	0.23	1.66	0.3163
ICD_Title(Q50-Q56) Congenital malformations of genital organs	1.02	0.12	21.38	0.9867
ICD_Title(Q80-Q89) Other congenital malformations	0.68	0.16	3.50	0.6122
ICD_Title(Q90-Q99) Chromosomal abnormalities, not elsewhere classified	0.34	0.01	8.91	0.4543
ICD_Title(R10-R19) Symptoms and signs involving the digestive system and abdomen	0.30	0.15	0.56	0.0002	***
ICD_Title(R20-R23) Symptoms and signs involving the skin and subcutaneous tissue	0.22	0.08	0.58	0.0029	**
ICD_Title(S30-S39) Injuries to the abdomen, lower back, lumbar spine and pelvis	1.70	0.59	5.65	0.3473
ICD_Title(S80-S89) Injuries to the knee and lower leg	0.68	0.06	15.17	0.7589
ICD_Title(T36-T50) Poisoning by drugs, medicaments and biological substances	0.07	0.01	0.29	0.0011	**
ICD_Title(T51-T65) Toxic effects of substances chiefly nonmedicinal as to source	0.04	0.01	0.16	0.0001	***
ICD_Title(T80-T88) Complications of surgical and medical care, not elsewhere classified	1.19	0.37	4.64	0.7833
ICD_Title(W75-W84) Accidents: Other external causes of accidental injury: Other accidental threats to breathing	0.11	0.01	0.95	0.0669	.
ICD_Title(X60-X84) Intentional self-harm	0.07	0.00	0.46	0.0174	*
ICD_Title(Z00-Z13) Persons encountering health services for examination and investigation	0.34	0.01	8.91	0.4543
ICD_Title(Z40-Z54) Persons encountering health services for specific procedures and health care	1.43	0.49	4.79	0.5329
ICD_Title(Z80-Z99) Persons with potential health hazards related to family and personal history and certain conditions influencing health status	0.56	0.26	1.19	0.1327

Wald Significance

Elements	Results
Chi Squared	827.8724
Degrees of Freedom	111.0000
p Value	0.0000	***